Serverless computing is becoming an attractive means to implement applications on top of edge infrastructures. Developers break applications into small components (functions), and this modularity allows one to cope with the limited resources of edge nodes and meet the stringent response times typical of edge applications. Different frameworks already support serverless edge computing, that is, the management and operation of serverless applications on top of edge infrastructures, but they usually cope with the different problems in isolation: for example, function placement, dependency management, cold starts, data management, and resource allocation. In contrast, we claim that these aspects must be dealt with all together. This work borrows from NEPTUNE and aims to fill the gap. We plan to complement NEPTUNE with dependency-aware function placement and resource allocation, to tackle image instantiation and cold start mitigation, and to address data management. The first results on the use of function dependencies to ameliorate resource allocation indicate significant improvements with respect to the state of the art.

Advanced Serverless Edge Computing

Ticongolo, Inacio Gaspar;Baresi, Luciano;Quattrocchi, Giovanni
2024-01-01

Abstract

Serverless computing is becoming an attractive means to implement applications on top of edge infrastructures. Developers break applications into small components (functions), and this modularity allows one to cope with the limited resources of edge nodes and meet the stringent response times typical of edge applications. Different frameworks already support serverless edge computing, that is, the management and operation of serverless applications on top of edge infrastructures, but they usually cope with the different problems in isolation: for example, function placement, dependency management, cold starts, data management, and resource allocation. In contrast, we claim that these aspects must be dealt with all together. This work borrows from NEPTUNE and aims to fill the gap. We plan to complement NEPTUNE with dependency-aware function placement and resource allocation, to tackle image instantiation and cold start mitigation, and to address data management. The first results on the use of function dependencies to ameliorate resource allocation indicate significant improvements with respect to the state of the art.
2024
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
9789819709885
9789819709892
cold start
data management
edge computing
function dependencies
image instantiation
placement
resource allocation
serverless
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11311/1284569
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